GC=F_F Report

Dataset statistics

Number of variables	19
Number of observations	2413
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	360.5 KiB
Average record size in memory	153.0 B

Variable types

DateTime	1
TimeSeries	15
Boolean	1
Numeric	2

Timeseries statistics

Number of series	15
Time series length	2413
Starting point	2010-01-26 00:00:00
Ending point	2019-08-29 00:00:00
Period	1 day, 10 hours and 50 minutes

Alerts

`repaired?` has constant value "False"	Constant
`AD` is highly overall correlated with `EMA` and 7 other fields	High correlation
`ATR` is highly overall correlated with `NATR` and 2 other fields	High correlation
`CMO` is highly overall correlated with `ROC` and 1 other fields	High correlation
`EMA` is highly overall correlated with `AD` and 6 other fields	High correlation
`KAMA` is highly overall correlated with `AD` and 6 other fields	High correlation
`MA` is highly overall correlated with `AD` and 6 other fields	High correlation
`MidPrice` is highly overall correlated with `AD` and 6 other fields	High correlation
`NATR` is highly overall correlated with `ATR` and 1 other fields	High correlation
`OBV` is highly overall correlated with `AD` and 1 other fields	High correlation
`ROC` is highly overall correlated with `CMO` and 1 other fields	High correlation
`TRANGE` is highly overall correlated with `ATR` and 1 other fields	High correlation
`TSF` is highly overall correlated with `AD` and 6 other fields	High correlation
`WILLR` is highly overall correlated with `CMO` and 1 other fields	High correlation
`WMA` is highly overall correlated with `AD` and 6 other fields	High correlation
`close` is highly overall correlated with `AD` and 6 other fields	High correlation
`close` is non stationary	Non stationary
`MA` is non stationary	Non stationary
`EMA` is non stationary	Non stationary
`KAMA` is non stationary	Non stationary
`WMA` is non stationary	Non stationary
`MidPrice` is non stationary	Non stationary
`AD` is non stationary	Non stationary
`OBV` is non stationary	Non stationary
`NATR` is non stationary	Non stationary
`ATR` is non stationary	Non stationary
`TSF` is non stationary	Non stationary
`close` is seasonal	Seasonal
`MA` is seasonal	Seasonal
`EMA` is seasonal	Seasonal
`KAMA` is seasonal	Seasonal
`WMA` is seasonal	Seasonal
`MidPrice` is seasonal	Seasonal
`AD` is seasonal	Seasonal
`OBV` is seasonal	Seasonal
`NATR` is seasonal	Seasonal
`ATR` is seasonal	Seasonal
`Date` has unique values	Unique
`EMA` has unique values	Unique
`KAMA` has unique values	Unique
`WMA` has unique values	Unique
`NATR` has unique values	Unique
`ATR` has unique values	Unique
`TSF` has unique values	Unique
`BOP` has 258 (10.7%) zeros	Zeros
`WILLR` has 43 (1.8%) zeros	Zeros

Reproduction

Analysis started	2026-02-05 23:22:56.528295
Analysis finished	2026-02-05 23:23:26.734613
Duration	30.21 seconds
Software version	ydata-profiling vv4.18.1
Download configuration	config.json

Date
Date

Unique

Distinct	2413
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	37.7 KiB

Minimum	2010-01-26 00:00:00
Maximum	2019-08-29 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

close
Numeric time series

High correlation Non stationary Seasonal

Distinct	1857
Distinct (%)	77.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1343.2683
Minimum	1050.8
Maximum	1888.7
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1050.8
5-th percentile	1118.48
Q1	1223.7
median	1290.2
Q3	1408.6
95-th percentile	1720.32
Maximum	1888.7
Range	837.8999
Interquartile range (IQR)	184.90002

Descriptive statistics

Standard deviation	179.86444
Coefficient of variation (CV)	0.13390061
Kurtosis	0.044816901
Mean	1343.2683
Median Absolute Deviation (MAD)	79.099976
Skewness	0.9833146
Sum	3241306.4
Variance	32351.218
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.2930004785

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1273.699951	6	0.2%
1313.699951	5	0.2%
1265.599976	4	0.2%
1319	4	0.2%
1229.300049	4	0.2%
1290.599976	4	0.2%
1293.300049	4	0.2%
1244	4	0.2%
1253.800049	4	0.2%
1386.800049	4	0.2%
Other values (1847)	2370	98.2%

Value	Count	Frequency (%)
1050.800049	1	< 0.1%
1052.199951	1	< 0.1%
1054.199951	1	< 0.1%
1056.199951	1	< 0.1%
1060.099976	1	< 0.1%
1060.300049	1	< 0.1%
1061.699951	1	< 0.1%
1062.400024	1	< 0.1%
1062.900024	1	< 0.1%
1063.800049	1	< 0.1%

Value	Count	Frequency (%)
1888.699951	1	< 0.1%
1873.699951	1	< 0.1%
1869.900024	1	< 0.1%
1858.300049	1	< 0.1%
1856.400024	1	< 0.1%
1854.400024	1	< 0.1%
1848.900024	1	< 0.1%
1828.5	1	< 0.1%
1826.800049	1	< 0.1%
1826.699951	1	< 0.1%

ACF and PACF

repaired?
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	21.2 KiB

False	2413

Value	Count	Frequency (%)
False	2413	100.0%

MA
Numeric time series

High correlation Non stationary Seasonal

Distinct	2386
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.4967
Minimum	1066.77
Maximum	1838.65
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1066.77
5-th percentile	1117.584
Q1	1223.79
median	1291.52
Q3	1399.05
95-th percentile	1719.812
Maximum	1838.65
Range	771.87999
Interquartile range (IQR)	175.25999

Descriptive statistics

Standard deviation	179.09792
Coefficient of variation (CV)	0.1334066
Kurtosis	0.014794703
Mean	1342.4967
Median Absolute Deviation (MAD)	79.320007
Skewness	0.98544882
Sum	3239444.4
Variance	32076.063
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4706686356

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1138.22002	2	0.1%
1197.740002	2	0.1%
1070.920007	2	0.1%
1259.81001	2	0.1%
1255.96001	2	0.1%
1067.420007	2	0.1%
1236.859998	2	0.1%
1279.000012	2	0.1%
1203.879993	2	0.1%
1398.349988	2	0.1%
Other values (2376)	2393	99.2%

Value	Count	Frequency (%)
1066.770007	1	< 0.1%
1067.420007	2	0.1%
1067.480017	1	< 0.1%
1068.370007	1	< 0.1%
1068.7	1	< 0.1%
1068.870007	1	< 0.1%
1068.930017	1	< 0.1%
1068.959998	1	< 0.1%
1069.640002	1	< 0.1%
1069.870007	1	< 0.1%

Value	Count	Frequency (%)
1838.65	1	< 0.1%
1838.330005	1	< 0.1%
1834.809998	1	< 0.1%
1833.330005	1	< 0.1%
1833.229993	1	< 0.1%
1831.940002	1	< 0.1%
1823.569995	1	< 0.1%
1822.21001	1	< 0.1%
1819.829993	1	< 0.1%
1817.95	1	< 0.1%

ACF and PACF

EMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2413
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.5124
Minimum	1066.7509
Maximum	1835.3699
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1066.7509
5-th percentile	1117.7855
Q1	1223.6657
median	1291.7884
Q3	1398.039
95-th percentile	1719.0542
Maximum	1835.3699
Range	768.61902
Interquartile range (IQR)	174.37334

Descriptive statistics

Standard deviation	178.67856
Coefficient of variation (CV)	0.13309267
Kurtosis	-0.0066902725
Mean	1342.5124
Median Absolute Deviation (MAD)	78.24526
Skewness	0.98433773
Sum	3239482.4
Variance	31926.028
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3213466738

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1111.457679	1	< 0.1%
1106.538106	1	< 0.1%
1102.367537	1	< 0.1%
1098.846166	1	< 0.1%
1099.837781	1	< 0.1%
1103.030916	1	< 0.1%
1104.552572	1	< 0.1%
1096.888473	1	< 0.1%
1088.763287	1	< 0.1%
1084.569953	1	< 0.1%
Other values (2403)	2403	99.6%

Value	Count	Frequency (%)
1066.750856	1	< 0.1%
1067.674193	1	< 0.1%
1067.87328	1	< 0.1%
1068.001803	1	< 0.1%
1068.598713	1	< 0.1%
1069.780761	1	< 0.1%
1069.977973	1	< 0.1%
1070.260708	1	< 0.1%
1070.442861	1	< 0.1%
1070.452062	1	< 0.1%

Value	Count	Frequency (%)
1835.369873	1	< 0.1%
1830.738991	1	< 0.1%
1830.696506	1	< 0.1%
1830.02282	1	< 0.1%
1828.836853	1	< 0.1%
1827.924415	1	< 0.1%
1825.429058	1	< 0.1%
1819.684698	1	< 0.1%
1818.596501	1	< 0.1%
1818.305657	1	< 0.1%

ACF and PACF

KAMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2413
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1343.3726
Minimum	1071.6528
Maximum	1818.3011
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1071.6528
5-th percentile	1112.1588
Q1	1221.5274
median	1292.7483
Q3	1402.4225
95-th percentile	1720.6648
Maximum	1818.3011
Range	746.64826
Interquartile range (IQR)	180.89505

Descriptive statistics

Standard deviation	180.43667
Coefficient of variation (CV)	0.13431618
Kurtosis	-0.034753362
Mean	1343.3726
Median Absolute Deviation (MAD)	78.651599
Skewness	0.97554106
Sum	3241558.1
Variance	32557.392
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3173105606

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1120.654404	1	< 0.1%
1117.136987	1	< 0.1%
1112.374701	1	< 0.1%
1106.750307	1	< 0.1%
1106.639691	1	< 0.1%
1107.02112	1	< 0.1%
1107.043032	1	< 0.1%
1104.109372	1	< 0.1%
1100.984434	1	< 0.1%
1099.567037	1	< 0.1%
Other values (2403)	2403	99.6%

Value	Count	Frequency (%)
1071.652817	1	< 0.1%
1071.76036	1	< 0.1%
1071.802567	1	< 0.1%
1071.805012	1	< 0.1%
1071.824138	1	< 0.1%
1071.901629	1	< 0.1%
1071.914146	1	< 0.1%
1071.937432	1	< 0.1%
1071.947414	1	< 0.1%
1071.955572	1	< 0.1%

Value	Count	Frequency (%)
1818.301076	1	< 0.1%
1818.273024	1	< 0.1%
1818.151327	1	< 0.1%
1818.062978	1	< 0.1%
1817.029615	1	< 0.1%
1816.987054	1	< 0.1%
1813.989455	1	< 0.1%
1813.930928	1	< 0.1%
1813.728754	1	< 0.1%
1813.669161	1	< 0.1%

ACF and PACF

WMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2413
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.7435
Minimum	1063.5255
Maximum	1843.5218
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1063.5255
5-th percentile	1116.3702
Q1	1224.2273
median	1291.2055
Q3	1402.4073
95-th percentile	1718.8349
Maximum	1843.5218
Range	779.99636
Interquartile range (IQR)	178.17997

Descriptive statistics

Standard deviation	179.21029
Coefficient of variation (CV)	0.13346577
Kurtosis	0.017275525
Mean	1342.7435
Median Absolute Deviation (MAD)	78.90728
Skewness	0.98397237
Sum	3240040.1
Variance	32116.33
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3016014954

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1108.918164	1	< 0.1%
1102.899989	1	< 0.1%
1097.545441	1	< 0.1%
1093.041808	1	< 0.1%
1093.494547	1	< 0.1%
1096.798189	1	< 0.1%
1099.416375	1	< 0.1%
1093.141835	1	< 0.1%
1085.745461	1	< 0.1%
1081.476361	1	< 0.1%
Other values (2403)	2403	99.6%

Value	Count	Frequency (%)
1063.525453	1	< 0.1%
1064.576374	1	< 0.1%
1066.749088	1	< 0.1%
1067.254568	1	< 0.1%
1067.461816	1	< 0.1%
1068.381818	1	< 0.1%
1068.53819	1	< 0.1%
1068.549106	1	< 0.1%
1069.012733	1	< 0.1%
1069.572729	1	< 0.1%

Value	Count	Frequency (%)
1843.521815	1	< 0.1%
1839.280003	1	< 0.1%
1837.823648	1	< 0.1%
1837.552719	1	< 0.1%
1835.069103	1	< 0.1%
1830.805449	1	< 0.1%
1830.123622	1	< 0.1%
1824.19092	1	< 0.1%
1823.372732	1	< 0.1%
1821.701807	1	< 0.1%

ACF and PACF

MidPrice
Numeric time series

High correlation Non stationary Seasonal

Distinct	1404
Distinct (%)	58.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.0322
Minimum	1064.55
Maximum	1852.2
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1064.55
5-th percentile	1119.39
Q1	1223.15
median	1292.05
Q3	1400.3
95-th percentile	1715.78
Maximum	1852.2
Range	787.65002
Interquartile range (IQR)	177.14996

Descriptive statistics

Standard deviation	178.09136
Coefficient of variation (CV)	0.13270275
Kurtosis	0.020384129
Mean	1342.0322
Median Absolute Deviation (MAD)	79.499939
Skewness	0.98245446
Sum	3238323.6
Variance	31716.534
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.2790865189

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1239.950012	10	0.4%
1308.200012	10	0.4%
1067.5	9	0.4%
1659.75	8	0.3%
1225.299988	8	0.3%
1326	8	0.3%
1322.799988	8	0.3%
1318.899963	7	0.3%
1252.299988	7	0.3%
1201.199951	7	0.3%
Other values (1394)	2331	96.6%

Value	Count	Frequency (%)
1064.549988	1	< 0.1%
1066.200012	2	0.1%
1066.25	1	< 0.1%
1067	1	< 0.1%
1067.5	9	0.4%
1068.25	2	0.1%
1068.5	1	< 0.1%
1069.650024	1	< 0.1%
1071.75	2	0.1%
1074.650024	4	0.2%

Value	Count	Frequency (%)
1852.200012	1	< 0.1%
1847.349976	2	0.1%
1843.700012	1	< 0.1%
1840.049988	3	0.1%
1824.900024	2	0.1%
1816.550049	2	0.1%
1809.450012	3	0.1%
1808.300049	7	0.3%
1807.549988	1	< 0.1%
1806.100037	1	< 0.1%

ACF and PACF

BOP
Real number (ℝ)

Zeros

Distinct	1977
Distinct (%)	81.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0026300197

Minimum	-2.7037707
Maximum	2.7627087
Zeros	258
Zeros (%)	10.7%
Negative	1080
Negative (%)	44.8%
Memory size	37.7 KiB

Quantile statistics

Minimum	-2.7037707
5-th percentile	-0.95038841
Q1	-0.52571847
median	0
Q3	0.51075336
95-th percentile	0.93799358
Maximum	2.7627087
Range	5.4664794
Interquartile range (IQR)	1.0364718

Descriptive statistics

Standard deviation	0.60142026
Coefficient of variation (CV)	-228.67519
Kurtosis	-0.63687161
Mean	-0.0026300197
Median Absolute Deviation (MAD)	0.52128122
Skewness	0.040387014
Sum	-6.3462374
Variance	0.36170632
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	258	10.7%
-1	79	3.3%
1	74	3.1%
-0.5	4	0.2%
-0.6666666667	3	0.1%
0.2499978807	2	0.1%
0.5	2	0.1%
0.5238095238	2	0.1%
0.7894748114	2	0.1%
-0.2068863914	2	0.1%
Other values (1967)	1985	82.3%

Value	Count	Frequency (%)
-2.703770685	1	< 0.1%
-1.740754137	1	< 0.1%
-1.239478851	1	< 0.1%
-1.143006627	1	< 0.1%
-1.052082804	1	< 0.1%
-1	79	3.3%
-0.9974201667	1	< 0.1%
-0.995328249	1	< 0.1%
-0.9945959143	1	< 0.1%
-0.9939039368	1	< 0.1%

Value	Count	Frequency (%)
2.762708708	1	< 0.1%
2.750012716	1	< 0.1%
1.632767349	1	< 0.1%
1.263138452	1	< 0.1%
1.058397933	1	< 0.1%
1.043013717	1	< 0.1%
1	74	3.1%
0.9965165242	1	< 0.1%
0.9961794894	1	< 0.1%
0.9961547852	1	< 0.1%

CMO
Numeric time series

High correlation

Distinct	2410
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.6498844
Minimum	-73.147026
Maximum	80.217411
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-73.147026
5-th percentile	-48.085723
Q1	-17.900114
median	2.0380615
Q3	23.839999
95-th percentile	52.724304
Maximum	80.217411
Range	153.36444
Interquartile range (IQR)	41.740113

Descriptive statistics

Standard deviation	29.989305
Coefficient of variation (CV)	11.317213
Kurtosis	-0.51110769
Mean	2.6498844
Median Absolute Deviation (MAD)	20.726036
Skewness	-0.0010215556
Sum	6394.171
Variance	899.35842
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	8.075690876 × 10^-18

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
32.56561351	2	0.1%
-32.94767496	2	0.1%
-21.50095553	2	0.1%
23.71481591	1	< 0.1%
33.0374231	1	< 0.1%
35.72301983	1	< 0.1%
44.26104995	1	< 0.1%
45.14423733	1	< 0.1%
0.8631344789	1	< 0.1%
45.30479323	1	< 0.1%
Other values (2400)	2400	99.5%

Value	Count	Frequency (%)
-73.14702569	1	< 0.1%
-70.79530689	1	< 0.1%
-69.81896152	1	< 0.1%
-68.80640999	1	< 0.1%
-68.74365026	1	< 0.1%
-67.08017248	1	< 0.1%
-66.99285958	1	< 0.1%
-66.49309599	1	< 0.1%
-66.28253171	1	< 0.1%
-66.14102153	1	< 0.1%

Value	Count	Frequency (%)
80.21741144	1	< 0.1%
78.55154684	1	< 0.1%
77.7912872	1	< 0.1%
76.20272699	1	< 0.1%
76.15075746	1	< 0.1%
76.04677322	1	< 0.1%
73.38323427	1	< 0.1%
72.44739409	1	< 0.1%
72.22694091	1	< 0.1%
71.12379693	1	< 0.1%

ACF and PACF

MFI
Numeric time series

Distinct	2412
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	47.105707
Minimum	-1.0555854 × 10^-13
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-1.0555854 × 10^-13
5-th percentile	1.5357721
Q1	23.866219
median	44.822142
Q3	70.370529
95-th percentile	98.727091
Maximum	100
Range	100
Interquartile range (IQR)	46.50431

Descriptive statistics

Standard deviation	29.721105
Coefficient of variation (CV)	0.63094488
Kurtosis	-1.0295375
Mean	47.105707
Median Absolute Deviation (MAD)	22.866262
Skewness	0.1479458
Sum	113666.07
Variance	883.34407
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	1.171313321 × 10^-13

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
31.63582704	2	0.1%
74.12735568	1	< 0.1%
74.17095247	1	< 0.1%
74.22647174	1	< 0.1%
74.26053706	1	< 0.1%
74.30754601	1	< 0.1%
74.36645233	1	< 0.1%
74.383425	1	< 0.1%
74.19925746	1	< 0.1%
48.9876801	1	< 0.1%
Other values (2402)	2402	99.5%

Value	Count	Frequency (%)
-1.055585375 × 10^-13	1	< 0.1%
-8.486371619 × 10^-14	1	< 0.1%
0.01978739156	1	< 0.1%
0.02009422441	1	< 0.1%
0.02197089819	1	< 0.1%
0.02200934187	1	< 0.1%
0.0223948831	1	< 0.1%
0.02248953769	1	< 0.1%
0.02415029851	1	< 0.1%
0.03542902716	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
100	1	< 0.1%
100	1	< 0.1%
99.98924864	1	< 0.1%
99.98920962	1	< 0.1%
99.98891351	1	< 0.1%
99.98875766	1	< 0.1%
99.98867452	1	< 0.1%
99.98844335	1	< 0.1%
99.9880335	1	< 0.1%

ACF and PACF

ROC
Numeric time series

High correlation

Distinct	2411
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.17276313
Minimum	-14.962502
Maximum	12.136097
Zeros	2
Zeros (%)	0.1%
Memory size	37.7 KiB

Quantile statistics

Minimum	-14.962502
5-th percentile	-4.8687529
Q1	-1.638931
median	0.24511586
Q3	2.1196613
95-th percentile	5.0246293
Maximum	12.136097
Range	27.098599
Interquartile range (IQR)	3.7585923

Descriptive statistics

Standard deviation	3.0806652
Coefficient of variation (CV)	17.831729
Kurtosis	1.268804
Mean	0.17276313
Median Absolute Deviation (MAD)	1.8783054
Skewness	-0.28913016
Sum	416.87742
Variance	9.490498
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	4.59855029 × 10^-16

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
0	2	0.1%
0.02279659924	2	0.1%
2.514445748	1	< 0.1%
4.368498475	1	< 0.1%
5.816441979	1	< 0.1%
5.828113592	1	< 0.1%
6.097864752	1	< 0.1%
7.133404139	1	< 0.1%
4.22546774	1	< 0.1%
3.647760349	1	< 0.1%
Other values (2401)	2401	99.5%

Value	Count	Frequency (%)
-14.96250153	1	< 0.1%
-12.0644566	1	< 0.1%
-12.01171454	1	< 0.1%
-11.95479206	1	< 0.1%
-11.79164089	1	< 0.1%
-11.78548218	1	< 0.1%
-11.65397813	1	< 0.1%
-11.43201554	1	< 0.1%
-11.36276124	1	< 0.1%
-11.19656923	1	< 0.1%

Value	Count	Frequency (%)
12.13609714	1	< 0.1%
11.85909392	1	< 0.1%
10.99067973	1	< 0.1%
10.43737604	1	< 0.1%
10.29721665	1	< 0.1%
9.823697503	1	< 0.1%
9.448472266	1	< 0.1%
8.557159261	1	< 0.1%
8.431130327	1	< 0.1%
8.404483732	1	< 0.1%

ACF and PACF

WILLR
Numeric time series

High correlation Zeros

Distinct	2322
Distinct (%)	96.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-47.577534
Minimum	-100
Maximum	8.8327657
Zeros	43
Zeros (%)	1.8%
Memory size	37.7 KiB

Quantile statistics

Minimum	-100
5-th percentile	-96.031728
Q1	-77.264587
median	-46.099291
Q3	-16.464696
95-th percentile	-2.3719126
Maximum	8.8327657
Range	108.83277
Interquartile range (IQR)	60.799891

Descriptive statistics

Standard deviation	32.08618
Coefficient of variation (CV)	-0.67439772
Kurtosis	-1.38513
Mean	-47.577534
Median Absolute Deviation (MAD)	30.360209
Skewness	-0.077394496
Sum	-114804.59
Variance	1029.523
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	5.406583162 × 10^-24

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
-0	43	1.8%
-100	40	1.7%
-85.95509471	2	0.1%
-100	2	0.1%
-23.08816349	2	0.1%
-79.05489887	2	0.1%
-75.51020408	2	0.1%
-84.37500701	2	0.1%
-12.18472633	2	0.1%
-25.30327199	2	0.1%
Other values (2312)	2314	95.9%

Value	Count	Frequency (%)
-100	2	0.1%
-100	40	1.7%
-100	1	< 0.1%
-99.85055972	1	< 0.1%
-99.83900866	1	< 0.1%
-99.83556627	1	< 0.1%
-99.59121427	1	< 0.1%
-99.57291667	1	< 0.1%
-99.5641295	1	< 0.1%
-99.54209655	1	< 0.1%

Value	Count	Frequency (%)
8.832765662	1	< 0.1%
1.810916093	1	< 0.1%
-0	43	1.8%
-0.1129667638	1	< 0.1%
-0.1666259766	1	< 0.1%
-0.1750886667	1	< 0.1%
-0.1798122839	1	< 0.1%
-0.2269783097	1	< 0.1%
-0.2308902383	1	< 0.1%
-0.3141872546	1	< 0.1%

ACF and PACF

AD
Numeric time series

High correlation Non stationary Seasonal

Distinct	2259
Distinct (%)	93.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-454972.01
Minimum	-1234611.5
Maximum	602582.62
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-1234611.5
5-th percentile	-1060785
Q1	-809235.75
median	-410791.28
Q3	-43030.143
95-th percentile	130215.73
Maximum	602582.62
Range	1837194.1
Interquartile range (IQR)	766205.61

Descriptive statistics

Standard deviation	419402.29
Coefficient of variation (CV)	-0.92181999
Kurtosis	-0.8375401
Mean	-454972.01
Median Absolute Deviation (MAD)	386374.77
Skewness	0.042134435
Sum	-1.0978475 × 10⁹
Variance	1.7589828 × 10¹¹
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4852503218

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
-283378.1018	8	0.3%
-435654.285	6	0.2%
-406646.4175	5	0.2%
-413454.4718	4	0.2%
-3775.075883	4	0.2%
-502.3646478	4	0.2%
-669727.77	4	0.2%
-495.2777836	3	0.1%
-613110.3593	3	0.1%
-669731.77	3	0.1%
Other values (2249)	2369	98.2%

Value	Count	Frequency (%)
-1234611.529	1	< 0.1%
-1231919.176	1	< 0.1%
-1230671.813	1	< 0.1%
-1230380.154	1	< 0.1%
-1230376.42	1	< 0.1%
-1230128.872	1	< 0.1%
-1230115.997	1	< 0.1%
-1229927.086	1	< 0.1%
-1229614.842	1	< 0.1%
-1229505.432	1	< 0.1%

Value	Count	Frequency (%)
602582.6186	1	< 0.1%
602414.2226	1	< 0.1%
602361.1719	1	< 0.1%
602341.1744	1	< 0.1%
602314.6412	1	< 0.1%
602214.5471	1	< 0.1%
601905.2581	1	< 0.1%
601888.0712	1	< 0.1%
601859.5981	1	< 0.1%
601784.5981	1	< 0.1%

ACF and PACF

OBV
Numeric time series

High correlation Non stationary Seasonal

Distinct	2319
Distinct (%)	96.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-896031.31
Minimum	-2560065
Maximum	249125
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-2560065
5-th percentile	-2282005.2
Q1	-1567058
median	-600265
Q3	-178768
95-th percentile	213877.2
Maximum	249125
Range	2809190
Interquartile range (IQR)	1388290

Descriptive statistics

Standard deviation	814215.22
Coefficient of variation (CV)	-0.90869059
Kurtosis	-1.1914409
Mean	-896031.31
Median Absolute Deviation (MAD)	604409
Skewness	-0.3770388
Sum	-2.1621235 × 10⁹
Variance	6.6294642 × 10¹¹
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.7614085774

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
-2537169	6	0.2%
-2282232	4	0.2%
-2558743	3	0.1%
-2558748	3	0.1%
-229275	3	0.1%
-1878853	3	0.1%
-2221882	3	0.1%
-1988855	3	0.1%
-376843	2	0.1%
-444954	2	0.1%
Other values (2309)	2381	98.7%

Value	Count	Frequency (%)
-2560065	1	< 0.1%
-2560056	1	< 0.1%
-2559952	1	< 0.1%
-2559849	1	< 0.1%
-2559815	1	< 0.1%
-2559728	1	< 0.1%
-2559548	1	< 0.1%
-2559353	1	< 0.1%
-2559277	1	< 0.1%
-2558978	1	< 0.1%

Value	Count	Frequency (%)
249125	1	< 0.1%
249091	1	< 0.1%
249048	1	< 0.1%
249045	1	< 0.1%
249019	2	0.1%
249001	1	< 0.1%
248982	1	< 0.1%
248964	1	< 0.1%
248955	1	< 0.1%
248909	1	< 0.1%

ACF and PACF

NATR
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2413
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.1825944
Minimum	0.50183061
Maximum	3.3283981
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	0.50183061
5-th percentile	0.66080245
Q1	0.87823114
median	1.1233093
Q3	1.3814254
95-th percentile	1.9323832
Maximum	3.3283981
Range	2.8265675
Interquartile range (IQR)	0.50319424

Descriptive statistics

Standard deviation	0.41661152
Coefficient of variation (CV)	0.35228605
Kurtosis	2.4774657
Mean	1.1825944
Median Absolute Deviation (MAD)	0.25050125
Skewness	1.2748446
Sum	2853.6004
Variance	0.17356516
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.0006971886232

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1.461417509	1	< 0.1%
1.46284803	1	< 0.1%
1.507676938	1	< 0.1%
1.50826724	1	< 0.1%
1.570800727	1	< 0.1%
1.558481648	1	< 0.1%
1.55973296	1	< 0.1%
1.86742524	1	< 0.1%
1.909019894	1	< 0.1%
1.892299289	1	< 0.1%
Other values (2403)	2403	99.6%

Value	Count	Frequency (%)
0.5018306113	1	< 0.1%
0.5154722927	1	< 0.1%
0.5174619423	1	< 0.1%
0.5228835798	1	< 0.1%
0.5403797472	1	< 0.1%
0.5435462956	1	< 0.1%
0.5435690736	1	< 0.1%
0.5541379804	1	< 0.1%
0.5558183037	1	< 0.1%
0.5573688265	1	< 0.1%

Value	Count	Frequency (%)
3.328398137	1	< 0.1%
3.297336294	1	< 0.1%
3.142683734	1	< 0.1%
3.129439244	1	< 0.1%
3.123114087	1	< 0.1%
3.049894696	1	< 0.1%
3.0235074	1	< 0.1%
3.01898457	1	< 0.1%
2.921445457	1	< 0.1%
2.886098606	1	< 0.1%

ACF and PACF

ATR
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2413
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	16.068052
Minimum	6.4264427
Maximum	54.425832
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	6.4264427
5-th percentile	8.3688195
Q1	11.328738
median	14.843622
Q3	18.432843
95-th percentile	29.429388
Maximum	54.425832
Range	47.999389
Interquartile range (IQR)	7.1041049

Descriptive statistics

Standard deviation	6.9353035
Coefficient of variation (CV)	0.43162069
Kurtosis	5.2800447
Mean	16.068052
Median Absolute Deviation (MAD)	3.5400047
Skewness	1.8978187
Sum	38772.209
Variance	48.098434
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.004174345215

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
16.04490319	1	< 0.1%
15.86312439	1	< 0.1%
16.33718693	1	< 0.1%
16.33453421	1	< 0.1%
17.3463532	1	< 0.1%
17.41447431	1	< 0.1%
17.33487249	1	< 0.1%
19.8395262	1	< 0.1%
20.08670639	1	< 0.1%
20.16623259	1	< 0.1%
Other values (2403)	2403	99.6%

Value	Count	Frequency (%)
6.426442686	1	< 0.1%
6.605401693	1	< 0.1%
6.613509516	1	< 0.1%
6.659445144	1	< 0.1%
6.734507386	1	< 0.1%
6.791007954	1	< 0.1%
6.947662145	1	< 0.1%
6.983775723	1	< 0.1%
6.995984238	1	< 0.1%
7.044162412	1	< 0.1%

Value	Count	Frequency (%)
54.42583206	1	< 0.1%
53.00474034	1	< 0.1%
50.74491272	1	< 0.1%
50.58112802	1	< 0.1%
50.45390808	1	< 0.1%
50.02742418	1	< 0.1%
49.43587233	1	< 0.1%
48.99291465	1	< 0.1%
48.37913677	1	< 0.1%
48.12291244	1	< 0.1%

ACF and PACF

TRANGE
Real number (ℝ)

High correlation

Distinct	648
Distinct (%)	26.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.075674

Minimum	0.099975586
Maximum	163
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	0.099975586
5-th percentile	3.7000244
Q1	8.3000488
median	13.099976
Q3	20.299927
95-th percentile	38.139966
Maximum	163
Range	162.90002
Interquartile range (IQR)	11.999878

Descriptive statistics

Standard deviation	12.478035
Coefficient of variation (CV)	0.77620605
Kurtosis	18.024959
Mean	16.075674
Median Absolute Deviation (MAD)	5.5
Skewness	3.0330885
Sum	38790.6
Variance	155.70136
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.5	18	0.7%
8	17	0.7%
9	17	0.7%
11.30004883	16	0.7%
14.40002441	16	0.7%
10	16	0.7%
5	15	0.6%
11.5	15	0.6%
14	15	0.6%
7.099975586	15	0.6%
Other values (638)	2253	93.4%

Value	Count	Frequency (%)
0.09997558594	3	0.1%
0.1999511719	3	0.1%
0.3000488281	2	0.1%
0.3999023438	2	0.1%
0.5999755859	5	0.2%
0.6999511719	2	0.1%
0.8000488281	2	0.1%
0.8999023438	1	< 0.1%
0.9000244141	1	< 0.1%
1	3	0.1%

Value	Count	Frequency (%)
163	1	< 0.1%
121.4000244	1	< 0.1%
105.2000732	1	< 0.1%
102.8999023	1	< 0.1%
101.9000244	1	< 0.1%
99.40002441	1	< 0.1%
98.19995117	1	< 0.1%
94.09997559	1	< 0.1%
84.70007324	1	< 0.1%
84.5	1	< 0.1%

TSF
Numeric time series

High correlation Non stationary Unique

Distinct	2413
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1343.3814
Minimum	1056.7846
Maximum	1888.4583
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1056.7846
5-th percentile	1119.7978
Q1	1220.9286
median	1291.6637
Q3	1409.5682
95-th percentile	1720.4506
Maximum	1888.4583
Range	831.67364
Interquartile range (IQR)	188.63955

Descriptive statistics

Standard deviation	181.16143
Coefficient of variation (CV)	0.1348548
Kurtosis	0.088904567
Mean	1343.3814
Median Absolute Deviation (MAD)	82.639553
Skewness	0.98090481
Sum	3241579.3
Variance	32819.464
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.409235386

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1094.545033	1	< 0.1%
1085.425272	1	< 0.1%
1077.28241	1	< 0.1%
1071.496695	1	< 0.1%
1075.814288	1	< 0.1%
1081.571445	1	< 0.1%
1087.312118	1	< 0.1%
1080.967068	1	< 0.1%
1072.153864	1	< 0.1%
1071.453843	1	< 0.1%
Other values (2403)	2403	99.6%

Value	Count	Frequency (%)
1056.784609	1	< 0.1%
1057.547257	1	< 0.1%
1057.926381	1	< 0.1%
1057.938458	1	< 0.1%
1058.305496	1	< 0.1%
1058.949437	1	< 0.1%
1060.77256	1	< 0.1%
1061.138459	1	< 0.1%
1061.182409	1	< 0.1%
1061.443986	1	< 0.1%

Value	Count	Frequency (%)
1888.458252	1	< 0.1%
1875.197794	1	< 0.1%
1864.256038	1	< 0.1%
1863.53079	1	< 0.1%
1855.987911	1	< 0.1%
1852.848367	1	< 0.1%
1850.526373	1	< 0.1%
1848.895608	1	< 0.1%
1839.485708	1	< 0.1%
1838.529656	1	< 0.1%

ACF and PACF

	AD	ATR	BOP	CMO	EMA	KAMA	MA	MFI	MidPrice	NATR	OBV	ROC	TRANGE	TSF	WILLR	WMA	close
AD	1.000	0.309	0.052	0.164	0.577	0.578	0.574	0.161	0.571	0.109	0.536	0.097	0.178	0.576	0.144	0.577	0.581
ATR	0.309	1.000	0.021	0.007	0.444	0.446	0.445	0.094	0.442	0.925	0.570	0.004	0.576	0.436	0.009	0.443	0.437
BOP	0.052	0.021	1.000	0.329	0.027	0.024	0.019	0.065	0.021	-0.004	0.046	0.257	0.025	0.038	0.387	0.028	0.082
CMO	0.164	0.007	0.329	1.000	0.092	0.080	0.076	0.376	0.073	-0.063	0.061	0.867	0.040	0.193	0.912	0.116	0.206
EMA	0.577	0.444	0.027	0.092	1.000	0.998	0.999	0.092	0.998	0.115	0.338	0.046	0.251	0.988	0.050	0.999	0.989
KAMA	0.578	0.446	0.024	0.080	0.998	1.000	0.997	0.086	0.996	0.119	0.347	0.036	0.251	0.986	0.037	0.997	0.986
MA	0.574	0.445	0.019	0.076	0.999	0.997	1.000	0.091	0.999	0.117	0.337	0.028	0.251	0.986	0.030	0.998	0.985
MFI	0.161	0.094	0.065	0.376	0.092	0.086	0.091	1.000	0.087	0.053	0.151	0.301	0.058	0.146	0.323	0.105	0.133
MidPrice	0.571	0.442	0.021	0.073	0.998	0.996	0.999	0.087	1.000	0.115	0.333	0.020	0.249	0.983	0.023	0.997	0.984
NATR	0.109	0.925	-0.004	-0.063	0.115	0.119	0.117	0.053	0.115	1.000	0.482	-0.045	0.545	0.106	-0.052	0.113	0.105
OBV	0.536	0.570	0.046	0.061	0.338	0.347	0.337	0.151	0.333	0.482	1.000	0.033	0.294	0.334	0.076	0.338	0.337
ROC	0.097	0.004	0.257	0.867	0.046	0.036	0.028	0.301	0.020	-0.045	0.033	1.000	0.038	0.157	0.870	0.071	0.153
TRANGE	0.178	0.576	0.025	0.040	0.251	0.251	0.251	0.058	0.249	0.545	0.294	0.038	1.000	0.251	0.023	0.251	0.250
TSF	0.576	0.436	0.038	0.193	0.988	0.986	0.986	0.146	0.983	0.106	0.334	0.157	0.251	1.000	0.145	0.993	0.992
WILLR	0.144	0.009	0.387	0.912	0.050	0.037	0.030	0.323	0.023	-0.052	0.076	0.870	0.023	0.145	1.000	0.070	0.166
WMA	0.577	0.443	0.028	0.116	0.999	0.997	0.998	0.105	0.997	0.113	0.338	0.071	0.251	0.993	0.070	1.000	0.991
close	0.581	0.437	0.082	0.206	0.989	0.986	0.985	0.133	0.984	0.105	0.337	0.153	0.250	0.992	0.166	0.991	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Date	close	repaired?	MA	EMA	KAMA	WMA	MidPrice	BOP	CMO	MFI	ROC	WILLR	AD	OBV	NATR	ATR	TRANGE	TSF
2010-01-26	2010-01-26	1097.900024	False	1117.499988	1111.457679	1120.654404	1108.918164	1120.099976	0.000000	-14.699783	64.341830	-4.588505	-80.946248	502.508257	662.0	1.461418	16.044903	2.700073	1094.545033
2010-01-27	2010-01-27	1084.400024	False	1113.049988	1106.538106	1117.136987	1102.899989	1114.450012	0.000000	-25.747534	0.175818	-3.941890	-98.209686	502.508257	-206032.0	1.462848	15.863124	13.500000	1085.425272
2010-01-28	2010-01-28	1083.599976	False	1107.769983	1102.367537	1112.374701	1097.545441	1109.549988	-0.186670	-26.375428	0.118218	-4.646256	-88.181790	-7141.076639	-307200.0	1.507677	16.337187	22.500000	1077.282410
2010-01-29	2010-01-29	1083.000000	False	1101.809985	1098.846166	1106.750307	1093.041808	1106.449951	-0.122699	-26.890566	0.096377	-5.216172	-88.863581	-6649.136970	-318656.0	1.508267	16.334534	16.300049	1071.496695
2010-02-01	2010-02-01	1104.300049	False	1099.229993	1099.837781	1106.639691	1093.494547	1106.449951	0.763936	0.555807	0.806533	-2.282977	-62.976074	-4679.497626	-316204.0	1.570801	17.346353	30.500000	1075.814288
2010-02-02	2010-02-02	1117.400024	False	1097.000000	1103.030916	1107.021120	1096.798189	1103.099976	0.000000	13.361779	1.845782	-1.956649	-39.202161	-1753.334679	-312878.0	1.558482	17.414474	18.300049	1081.571445
2010-02-03	2010-02-03	1111.400024	False	1096.909998	1104.552572	1107.043032	1099.416375	1099.049988	-0.269939	6.389570	2.109863	-0.080916	-47.455248	-2313.275232	-313731.0	1.559733	17.334872	16.300049	1087.312118
2010-02-04	2010-02-04	1062.400024	False	1092.880005	1096.888473	1104.109372	1093.141835	1091.950012	-0.920697	-31.718060	2.075298	-3.654659	-95.786832	-3551.714714	-315157.0	1.867425	19.839526	52.400024	1080.967068
2010-02-05	2010-02-05	1052.199951	False	1089.180005	1088.763287	1100.984434	1085.745461	1085.049988	0.000000	-36.942218	2.063641	-3.396989	-92.592593	-4332.438207	-317113.0	1.909020	20.086706	23.300049	1072.153864
2010-02-08	2010-02-08	1065.699951	False	1086.230005	1084.569953	1099.567037	1081.476361	1085.049988	0.000000	-23.092814	2.217049	-2.693572	-76.651494	-4499.933583	-316564.0	1.892299	20.166233	21.200073	1071.453843

	Date	close	repaired?	MA	EMA	KAMA	WMA	MidPrice	BOP	CMO	MFI	ROC	WILLR	AD	OBV	NATR	ATR	TRANGE	TSF
2019-08-16	2019-08-16	1512.500000	False	1499.409998	1495.662755	1501.136732	1506.925451	1485.900024	-0.608038	48.636991	91.295900	4.627838	-14.482777	-210132.389109	-1737756.0	1.330141	20.118377	19.900024	1539.456047
2019-08-19	2019-08-19	1500.400024	False	1502.990002	1496.524076	1501.080501	1507.105455	1494.549988	-0.462582	29.157164	43.895422	2.444357	-23.754789	-210128.204740	-1737961.0	1.338400	20.081348	19.599976	1536.559345
2019-08-20	2019-08-20	1504.599976	False	1506.209998	1497.992422	1501.322022	1507.398178	1502.299988	0.825581	32.565614	59.318731	2.186902	-20.536436	-209811.740105	-1737475.0	1.280158	19.261250	8.599976	1531.898895
2019-08-21	2019-08-21	1504.599976	False	1505.939990	1499.193795	1501.348692	1507.105447	1507.549988	-0.048395	32.565614	76.637869	-0.179133	-27.043446	-209506.904508	-1737475.0	1.218151	18.328300	6.199951	1523.736256
2019-08-22	2019-08-22	1497.300049	False	1505.900000	1498.849478	1501.329715	1505.534548	1507.549988	0.628592	20.160212	64.207443	-0.026701	-37.472501	-208820.904508	-1738161.0	1.188176	17.790559	10.799927	1515.071433
2019-08-23	2019-08-23	1526.599976	False	1508.900000	1503.895023	1503.131655	1509.298180	1507.549988	0.970674	43.669103	64.270827	2.004544	-6.512950	-207895.558508	-1737178.0	1.241682	18.955517	34.099976	1516.414278
2019-08-26	2019-08-26	1526.300049	False	1511.000000	1507.968664	1504.263387	1512.461825	1513.500000	-0.889469	43.189557	63.750455	1.395071	-24.251036	-208159.242719	-1737512.0	1.242134	18.958695	19.000000	1516.998912
2019-08-27	2019-08-27	1541.000000	False	1514.880005	1513.974361	1507.963599	1517.916371	1518.100037	0.772060	51.927714	60.301756	2.582882	-3.859136	-208020.095112	-1737346.0	1.215644	18.733068	15.799927	1526.142876
2019-08-28	2019-08-28	1537.800049	False	1517.070007	1518.306305	1509.481219	1522.083651	1518.100037	-1.000000	46.478298	70.782369	1.444688	-9.228173	-210776.095112	-1740102.0	1.146024	17.623560	3.199951	1531.573651
2019-08-29	2019-08-29	1526.500000	False	1517.760010	1519.796067	1509.690678	1523.798196	1521.100037	-0.370369	28.406756	65.455213	0.454068	-34.756120	-211152.983650	-1740806.0	1.211017	18.486168	29.700073	1532.260458

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample